Hi @Yuri Marx,

and today, you can add to this list : 

  1. Embedded Python
  2. Adaptive Analytics (AtScale)
  3. System Alerting and Monitoring (SAM)
  4. InterSystems Kubernetes Operator (IKO)
  5. SQL improvements on performances and capabilities (Global Iterator,  Columnar Storage, Adaptive Parallel Execution, LOAD DATA, etc.)
  6. Kernel enhancements (Mirroring, etc.)
  7. Security enhancements 
  8. etc. (see release notes)

To activate all system AUDIT events, simply execute the following SQL query from the namespace %SYS :


update security.events set enabled=1 where flags = 1

example :


set tRes = ##class(%SQL.Statement).%ExecDirect(,"update security.events set enabled=1 where flags = 1")

if tRes.%SQLCODE=0 {

set ^["USER"]TRACE("%SYS Security.Events")=tRes.%ROWCOUNT_" successfully enabled"

} else {

set ^["USER"]TRACE("%SYS Security.Events")=tRes.%Message_" SQLCODE:"_tRes.%SQLCODE

}

NB : for column-oriented storage specified at the table level via the statement WITH STORAGETYPE = COLUMNAR , it should be noted that IRIS leaves itself free to choose for you the most commonly optimal storage (in row or in column), according to the types of data.

Example : 

the following statement :


CREATE TABLE a.addressV1 (
        city varchar(50),
        zip varchar(15),
        country varchar(15)
    )
    WITH STORAGETYPE = COLUMNAR

Will not create any column-oriented storage, due to the risk of too disparate data, due to the number of characters allowed in each column (15 or 50) : 


Class a.addressV1 Extends %Persistent [ ClassType = persistent, DdlAllowed, Final, Owner = {_SYSTEM}, ProcedureBlock, SqlRowIdPrivate, SqlTableName = addressV1 ]

{

Property city As %Library.String(COLLATION = "EXACT", MAXLEN = 50, STORAGEDEFAULT = "ROW") [ SqlColumnNumber = 2 ];

Property zip As %Library.String(COLLATION = "EXACT", MAXLEN = 15, STORAGEDEFAULT = "ROW") [ SqlColumnNumber = 3 ];

Property country As %Library.String(COLLATION = "EXACT", MAXLEN = 15, STORAGEDEFAULT = "ROW") [ SqlColumnNumber = 4 ];

Parameter STORAGEDEFAULT = "columnar";

Parameter USEEXTENTSET = 1;

while the example given in the article, retains a column (and only one) in column-oriented storage, since having only 5 characters allowed for the zip column.




 CREATE TABLE a.addressV2 (
        city varchar(50),
        zip varchar(5),
        country varchar(15)
    )
    WITH STORAGETYPE = COLUMNAR

Class a.addressV2 Extends %Persistent [ ClassType = persistent, DdlAllowed, Final, Owner = {_SYSTEM}, ProcedureBlock, SqlRowIdPrivate, SqlTableName = addressV2 ]

{

Property city As %Library.String(COLLATION = "EXACT", MAXLEN = 50, STORAGEDEFAULT = "ROW") [ SqlColumnNumber = 2 ];

Property zip As %Library.String(COLLATION = "EXACT", MAXLEN = 5) [ SqlColumnNumber = 3 ];
Property country As %Library.String(COLLATION = "EXACT", MAXLEN = 15, STORAGEDEFAULT = "ROW") [ SqlColumnNumber = 4 ];

Parameter STORAGEDEFAULT = "columnar";
Parameter USEEXTENTSET = 1;

Hi @Muhammad Waseem 
Streamlit now runs better. But when I give a key, it raises the following error :

RuntimeError: [91mYour system has an unsupported version of sqlite3. Chroma requires sqlite3 >= 3.35.0.[0m [94mPlease visit https://docs.trychroma.com/troubleshooting#sqlite to learn how to upgrade.[0m Traceback:
File "/usr/local/lib/python3.11/site-packages/streamlit/runtime/scriptrunner/script_runner.py", line 552, in _run_script exec(code, module.__dict__)
File "/opt/irisappS/streamlit/app/streamlitAPP.py", line 208, in <module> main()
File "/opt/irisappS/streamlit/app/streamlitAPP.py", line 153, in main init_doc()
File "/opt/irisappS/streamlit/app/streamlitAPP.py", line 117, in init_doc vectorstore = irisChatGPT.docLoader(st.session_state["OPENAI_API_KEY"]) ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "/opt/irisappS/streamlit/app/irisChatGPT.py", line 94, in docLoader vectordb = Chroma(persist_directory='/opt/irisappS/streamlit/app/vectors', embedding_function=embedding) ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "/usr/local/lib/python3.11/site-packages/langchain/vectorstores/chroma.py", line 80, in __init__ import chromadb
File "/usr/local/lib/python3.11/site-packages/chromadb/__init__.py", line 69, in <module> raise RuntimeError(